/*!
 * \file
 * \brief Definitions of a vector quantizer training functions
 * \author Thomas Eriksson
 *
 * -------------------------------------------------------------------------
 *
 * Copyright (C) 1995-2010  (see AUTHORS file for a list of contributors)
 *
 * This file is part of IT++ - a C++ library of mathematical, signal
 * processing, speech processing, and communications classes and functions.
 *
 * IT++ is free software: you can redistribute it and/or modify it under the
 * terms of the GNU General Public License as published by the Free Software
 * Foundation, either version 3 of the License, or (at your option) any
 * later version.
 *
 * IT++ is distributed in the hope that it will be useful, but WITHOUT ANY
 * WARRANTY; without even the implied warranty of MERCHANTABILITY or FITNESS
 * FOR A PARTICULAR PURPOSE.  See the GNU General Public License for more
 * details.
 *
 * You should have received a copy of the GNU General Public License along
 * with IT++.  If not, see <http://www.gnu.org/licenses/>.
 *
 * -------------------------------------------------------------------------
 */

#ifndef VQTRAIN_H
#define VQTRAIN_H

#include <itpp/base/vec.h>
#include <itpp/base/mat.h>
#include <itpp/base/array.h>


namespace itpp
{

//! ADD DOCUMENTATION HERE
double kmeansiter(Array<vec> &DB, mat &codebook);
//! ADD DOCUMENTATION HERE
mat kmeans(Array<vec> &DB, int SIZE, int NOITER = 9999, bool VERBOSE = true);
//! ADD DOCUMENTATION HERE
mat lbg(Array<vec> &DB, int SIZE, int NOITER = 9999, bool VERBOSE = true);

/*!
  \ingroup sourcecoding
  \brief Function for vector quantization training

  The following code illustrates how the VQ can be trained.

  \code
  VQ Quantizer;
  mat A;
  Array<vec> database;

  // read vectors into database somehow
  ...

  // train a vq
  A = vqtrain(database, 1024, 1000000);
  Quantizer.set_codebook(A);
  \endcode
*/
mat vqtrain(Array<vec> &DB, int SIZE, int NOITER, double STARTSTEP = 0.2, bool VERBOSE = true);

//! ADD DOCUMENTATION HERE
vec sqtrain(const vec &inDB, int SIZE);

//! ADD DOCUMENTATION HERE
ivec bitalloc(const vec& variances, int nobits);

} // namespace itpp

#endif // #ifndef VQTRAIN_H
